Dataset statistics
| Number of variables | 79 |
|---|---|
| Number of observations | 9006 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 2 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 1.4 MiB |
| Average record size in memory | 163.0 B |
Variable types
| BOOL | 67 |
|---|---|
| NUM | 8 |
| CAT | 4 |
| Dataset has 2 (< 0.1%) duplicate rows | Duplicates |
zip_code has a high cardinality: 182 distinct values | High cardinality |
on_street_name has a high cardinality: 2525 distinct values | High cardinality |
off_street_name has a high cardinality: 1694 distinct values | High cardinality |
day_of_week is highly correlated with day | High correlation |
day is highly correlated with day_of_week | High correlation |
hour has 396 (4.4%) zeros | Zeros |
minute has 1605 (17.8%) zeros | Zeros |
Reproduction
| Analysis started | 2020-12-11 13:48:42.856272 |
|---|---|
| Analysis finished | 2020-12-11 13:49:29.703152 |
| Duration | 46.85 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 182 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 70.4 KiB |
| -1 | |
|---|---|
| 11207 | 152 |
| 11236 | 121 |
| 11208 | 115 |
| 11212 | 108 |
| Other values (177) |
| Value | Count | Frequency (%) | |
| -1 | 2974 | 33.0% | |
| 11207 | 152 | 1.7% | |
| 11236 | 121 | 1.3% | |
| 11208 | 115 | 1.3% | |
| 11212 | 108 | 1.2% | |
| 10467 | 95 | 1.1% | |
| 11226 | 92 | 1.0% | |
| 11203 | 89 | 1.0% | |
| 11385 | 88 | 1.0% | |
| 10457 | 84 | 0.9% | |
| Other values (172) | 5088 | 56.5% |
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | 0.1% |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.009327115 |
| Min length | 2 |
latitude
Real number (ℝ≥0)
| Distinct | 7248 |
|---|---|
| Distinct (%) | 80.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.72793471 |
|---|---|
| Minimum | 40.507267 |
| Maximum | 40.9109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 70.4 KiB |
Quantile statistics
| Minimum | 40.507267 |
|---|---|
| 5-th percentile | 40.599623 |
| Q1 | 40.6659715 |
| median | 40.7168915 |
| Q3 | 40.8020705 |
| 95-th percentile | 40.8657445 |
| Maximum | 40.9109 |
| Range | 0.403633 |
| Interquartile range (IQR) | 0.136099 |
Descriptive statistics
| Standard deviation | 0.08376902426 |
|---|---|
| Coefficient of variation (CV) | 0.00205679529 |
| Kurtosis | -0.8907520713 |
| Mean | 40.72793471 |
| Median Absolute Deviation (MAD) | 0.0599115 |
| Skewness | 0.1615208588 |
| Sum | 366795.78 |
| Variance | 0.007017249426 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 40.861862 | 13 | 0.1% | |
| 40.84519 | 9 | 0.1% | |
| 40.84518 | 9 | 0.1% | |
| 40.76635 | 8 | 0.1% | |
| 40.675735 | 8 | 0.1% | |
| 40.820305 | 8 | 0.1% | |
| 40.65616 | 7 | 0.1% | |
| 40.66496 | 6 | 0.1% | |
| 40.733536 | 6 | 0.1% | |
| 40.651974 | 6 | 0.1% | |
| Other values (7238) | 8926 | 99.1% |
| Value | Count | Frequency (%) | |
| 40.507267 | 1 | < 0.1% | |
| 40.511734 | 1 | < 0.1% | |
| 40.516624 | 1 | < 0.1% | |
| 40.519127 | 1 | < 0.1% | |
| 40.519722 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 40.9109 | 1 | < 0.1% | |
| 40.91076 | 1 | < 0.1% | |
| 40.91038 | 1 | < 0.1% | |
| 40.91032 | 1 | < 0.1% | |
| 40.909607 | 1 | < 0.1% |
longitude
Real number (ℝ)
| Distinct | 6864 |
|---|---|
| Distinct (%) | 76.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -73.91336268 |
|---|---|
| Minimum | -74.23878 |
| Maximum | -73.70174 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 70.4 KiB |
Quantile statistics
| Minimum | -74.23878 |
|---|---|
| 5-th percentile | -74.02221875 |
| Q1 | -73.9586965 |
| median | -73.91749 |
| Q3 | -73.8680625 |
| 95-th percentile | -73.7626825 |
| Maximum | -73.70174 |
| Range | 0.53704 |
| Interquartile range (IQR) | 0.090634 |
Descriptive statistics
| Standard deviation | 0.08299945637 |
|---|---|
| Coefficient of variation (CV) | -0.001122928972 |
| Kurtosis | 1.211668832 |
| Mean | -73.91336268 |
| Median Absolute Deviation (MAD) | 0.045295 |
| Skewness | -0.3017397742 |
| Sum | -665663.7443 |
| Variance | 0.006888909757 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| -73.91282 | 14 | 0.2% | |
| -73.9112 | 11 | 0.1% | |
| -73.91417 | 9 | 0.1% | |
| -73.89686 | 9 | 0.1% | |
| -73.89083 | 8 | 0.1% | |
| -73.76736 | 7 | 0.1% | |
| -73.897736 | 7 | 0.1% | |
| -73.919106 | 7 | 0.1% | |
| -73.94194 | 7 | 0.1% | |
| -73.922676 | 6 | 0.1% | |
| Other values (6854) | 8921 | 99.1% |
| Value | Count | Frequency (%) | |
| -74.23878 | 1 | < 0.1% | |
| -74.23591 | 1 | < 0.1% | |
| -74.235115 | 1 | < 0.1% | |
| -74.23486 | 1 | < 0.1% | |
| -74.230446 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| -73.70174 | 1 | < 0.1% | |
| -73.70212 | 1 | < 0.1% | |
| -73.70259 | 1 | < 0.1% | |
| -73.70362 | 1 | < 0.1% | |
| -73.70631 | 1 | < 0.1% |
| Distinct | 2525 |
|---|---|
| Distinct (%) | 28.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 70.4 KiB |
| Belt Parkway | 168 |
|---|---|
| Broadway | 99 |
| Brooklyn Queens Expressway | 90 |
| Long Island Expressway | 83 |
| Atlantic Avenue | 82 |
| Other values (2520) |
| Value | Count | Frequency (%) | |
| Belt Parkway | 168 | 1.9% | |
| Broadway | 99 | 1.1% | |
| Brooklyn Queens Expressway | 90 | 1.0% | |
| Long Island Expressway | 83 | 0.9% | |
| Atlantic Avenue | 82 | 0.9% | |
| Cross Bronx Expy | 82 | 0.9% | |
| Major Deegan Expressway | 79 | 0.9% | |
| Fdr Drive | 77 | 0.9% | |
| Grand Central Pkwy | 77 | 0.9% | |
| 3 Avenue | 70 | 0.8% | |
| Other values (2515) | 8099 | 89.9% |
Unique
| Unique | 1329 ? |
|---|---|
| Unique (%) | 14.8% |
Length
| Max length | 32 |
|---|---|
| Median length | 14 |
| Mean length | 14.46824339 |
| Min length | 6 |
| Distinct | 1694 |
|---|---|
| Distinct (%) | 18.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 70.4 KiB |
| Unknown | |
|---|---|
| 3 Avenue | 39 |
| Broadway | 38 |
| 2 Avenue | 34 |
| 4 Avenue | 24 |
| Other values (1689) |
| Value | Count | Frequency (%) | |
| Unknown | 4869 | 54.1% | |
| 3 Avenue | 39 | 0.4% | |
| Broadway | 38 | 0.4% | |
| 2 Avenue | 34 | 0.4% | |
| 4 Avenue | 24 | 0.3% | |
| 5 Avenue | 24 | 0.3% | |
| Queens Boulevard | 20 | 0.2% | |
| Atlantic Avenue | 20 | 0.2% | |
| Park Avenue | 19 | 0.2% | |
| Linden Boulevard | 17 | 0.2% | |
| Other values (1684) | 3902 | 43.3% |
Unique
| Unique | 884 ? |
|---|---|
| Unique (%) | 9.8% |
Length
| Max length | 29 |
|---|---|
| Median length | 7 |
| Mean length | 9.774483678 |
| Min length | 6 |
year
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 70.4 KiB |
| 2020 | |
|---|---|
| 2017 | 1 |
| Value | Count | Frequency (%) | |
| 2020 | 9005 | > 99.9% | |
| 2017 | 1 | < 0.1% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
month
Real number (ℝ≥0)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.63535421 |
|---|---|
| Minimum | 1 |
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 70.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 10 |
| median | 11 |
| Q3 | 11 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.6422565041 |
|---|---|
| Coefficient of variation (CV) | 0.06038882123 |
| Kurtosis | 8.87277373 |
| Mean | 10.63535421 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.9969686728 |
| Sum | 95782 |
| Variance | 0.412493417 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 11 | 4905 | 54.5% | |
| 10 | 3534 | 39.2% | |
| 12 | 492 | 5.5% | |
| 7 | 26 | 0.3% | |
| 8 | 23 | 0.3% | |
| 9 | 22 | 0.2% | |
| 6 | 3 | < 0.1% | |
| 1 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 6 | 3 | < 0.1% | |
| 7 | 26 | 0.3% | |
| 8 | 23 | 0.3% | |
| 9 | 22 | 0.2% |
| Value | Count | Frequency (%) | |
| 12 | 492 | 5.5% | |
| 11 | 4905 | 54.5% | |
| 10 | 3534 | 39.2% | |
| 9 | 22 | 0.2% | |
| 8 | 23 | 0.3% |
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.60570731 |
|---|---|
| Minimum | 1 |
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 70.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 10 |
| median | 17 |
| Q3 | 24 |
| 95-th percentile | 30 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 8.70995312 |
|---|---|
| Coefficient of variation (CV) | 0.5245156355 |
| Kurtosis | -1.070602243 |
| Mean | 16.60570731 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.1693293974 |
| Sum | 149551 |
| Variance | 75.86328336 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 20 | 408 | 4.5% | |
| 13 | 392 | 4.4% | |
| 21 | 376 | 4.2% | |
| 30 | 368 | 4.1% | |
| 12 | 351 | 3.9% | |
| 24 | 348 | 3.9% | |
| 14 | 347 | 3.9% | |
| 23 | 336 | 3.7% | |
| 18 | 327 | 3.6% | |
| 4 | 324 | 3.6% | |
| Other values (21) | 5429 | 60.3% |
| Value | Count | Frequency (%) | |
| 1 | 305 | 3.4% | |
| 2 | 279 | 3.1% | |
| 3 | 281 | 3.1% | |
| 4 | 324 | 3.6% | |
| 5 | 219 | 2.4% |
| Value | Count | Frequency (%) | |
| 31 | 168 | 1.9% | |
| 30 | 368 | 4.1% | |
| 29 | 318 | 3.5% | |
| 28 | 299 | 3.3% | |
| 27 | 298 | 3.3% |
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.60570731 |
|---|---|
| Minimum | 1 |
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 70.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 10 |
| median | 17 |
| Q3 | 24 |
| 95-th percentile | 30 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 8.70995312 |
|---|---|
| Coefficient of variation (CV) | 0.5245156355 |
| Kurtosis | -1.070602243 |
| Mean | 16.60570731 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.1693293974 |
| Sum | 149551 |
| Variance | 75.86328336 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 20 | 408 | 4.5% | |
| 13 | 392 | 4.4% | |
| 21 | 376 | 4.2% | |
| 30 | 368 | 4.1% | |
| 12 | 351 | 3.9% | |
| 24 | 348 | 3.9% | |
| 14 | 347 | 3.9% | |
| 23 | 336 | 3.7% | |
| 18 | 327 | 3.6% | |
| 4 | 324 | 3.6% | |
| Other values (21) | 5429 | 60.3% |
| Value | Count | Frequency (%) | |
| 1 | 305 | 3.4% | |
| 2 | 279 | 3.1% | |
| 3 | 281 | 3.1% | |
| 4 | 324 | 3.6% | |
| 5 | 219 | 2.4% |
| Value | Count | Frequency (%) | |
| 31 | 168 | 1.9% | |
| 30 | 368 | 4.1% | |
| 29 | 318 | 3.5% | |
| 28 | 299 | 3.3% | |
| 27 | 298 | 3.3% |
week
Real number (ℝ≥0)
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.04585832 |
|---|---|
| Minimum | 3 |
| Maximum | 49 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 70.4 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 42 |
| Q1 | 43 |
| median | 45 |
| Q3 | 47 |
| 95-th percentile | 49 |
| Maximum | 49 |
| Range | 46 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.518781434 |
|---|---|
| Coefficient of variation (CV) | 0.0559159383 |
| Kurtosis | 14.53478873 |
| Mean | 45.04585832 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -1.634154283 |
| Sum | 405683 |
| Variance | 6.344259913 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 45 | 1308 | 14.5% | |
| 44 | 1216 | 13.5% | |
| 42 | 1208 | 13.4% | |
| 43 | 1189 | 13.2% | |
| 46 | 1187 | 13.2% | |
| 47 | 1112 | 12.3% | |
| 48 | 988 | 11.0% | |
| 49 | 638 | 7.1% | |
| 41 | 81 | 0.9% | |
| 36 | 8 | 0.1% | |
| Other values (15) | 71 | 0.8% |
| Value | Count | Frequency (%) | |
| 3 | 1 | < 0.1% | |
| 26 | 3 | < 0.1% | |
| 27 | 4 | < 0.1% | |
| 28 | 8 | 0.1% | |
| 29 | 5 | 0.1% |
| Value | Count | Frequency (%) | |
| 49 | 638 | 7.1% | |
| 48 | 988 | 11.0% | |
| 47 | 1112 | 12.3% | |
| 46 | 1187 | 13.2% | |
| 45 | 1308 | 14.5% |
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.09882301 |
|---|---|
| Minimum | 0 |
| Maximum | 23 |
| Zeros | 396 |
| Zeros (%) | 4.4% |
| Memory size | 70.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.111803487 |
|---|---|
| Coefficient of variation (CV) | 0.4665918063 |
| Kurtosis | -0.5519085993 |
| Mean | 13.09882301 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.4683298978 |
| Sum | 117968 |
| Variance | 37.35414187 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 17 | 614 | 6.8% | |
| 14 | 585 | 6.5% | |
| 18 | 566 | 6.3% | |
| 15 | 554 | 6.2% | |
| 16 | 545 | 6.1% | |
| 13 | 508 | 5.6% | |
| 19 | 497 | 5.5% | |
| 12 | 491 | 5.5% | |
| 11 | 449 | 5.0% | |
| 20 | 415 | 4.6% | |
| Other values (14) | 3782 | 42.0% |
| Value | Count | Frequency (%) | |
| 0 | 396 | 4.4% | |
| 1 | 202 | 2.2% | |
| 2 | 154 | 1.7% | |
| 3 | 132 | 1.5% | |
| 4 | 135 | 1.5% |
| Value | Count | Frequency (%) | |
| 23 | 290 | 3.2% | |
| 22 | 335 | 3.7% | |
| 21 | 326 | 3.6% | |
| 20 | 415 | 4.6% | |
| 19 | 497 | 5.5% |
| Distinct | 60 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.74727959 |
|---|---|
| Minimum | 0 |
| Maximum | 59 |
| Zeros | 1605 |
| Zeros (%) | 17.8% |
| Memory size | 70.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 10 |
| median | 25 |
| Q3 | 40 |
| 95-th percentile | 54 |
| Maximum | 59 |
| Range | 59 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 17.98067569 |
|---|---|
| Coefficient of variation (CV) | 0.7265718086 |
| Kurtosis | -1.204831036 |
| Mean | 24.74727959 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 0.0908492937 |
| Sum | 222874 |
| Variance | 323.3046983 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 1605 | 17.8% | |
| 30 | 1140 | 12.7% | |
| 20 | 471 | 5.2% | |
| 50 | 463 | 5.1% | |
| 45 | 462 | 5.1% | |
| 15 | 459 | 5.1% | |
| 40 | 417 | 4.6% | |
| 10 | 383 | 4.3% | |
| 25 | 255 | 2.8% | |
| 35 | 241 | 2.7% | |
| Other values (50) | 3110 | 34.5% |
| Value | Count | Frequency (%) | |
| 0 | 1605 | 17.8% | |
| 1 | 46 | 0.5% | |
| 2 | 47 | 0.5% | |
| 3 | 44 | 0.5% | |
| 4 | 64 | 0.7% |
| Value | Count | Frequency (%) | |
| 59 | 48 | 0.5% | |
| 58 | 67 | 0.7% | |
| 57 | 54 | 0.6% | |
| 56 | 57 | 0.6% | |
| 55 | 223 | 2.5% |
Bronx
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 7761 | 86.2% | |
| 1 | 1245 | 13.8% |
Brooklyn
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 6927 | 76.9% | |
| 1 | 2079 | 23.1% |
Manhattan
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 8134 | 90.3% | |
| 1 | 872 | 9.7% |
Queens
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 7383 | 82.0% | |
| 1 | 1623 | 18.0% |
Staten Island
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 213 |
| Value | Count | Frequency (%) | |
| 0 | 8793 | 97.6% | |
| 1 | 213 | 2.4% |
Accelerator Defective
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 7 |
| Value | Count | Frequency (%) | |
| 0 | 8999 | 99.9% | |
| 1 | 7 | 0.1% |
Aggressive Driving/Road Rage
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 82 |
| Value | Count | Frequency (%) | |
| 0 | 8924 | 99.1% | |
| 1 | 82 | 0.9% |
Alcohol Involvement
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 148 |
| Value | Count | Frequency (%) | |
| 0 | 8858 | 98.4% | |
| 1 | 148 | 1.6% |
Animals Action
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 11 |
| Value | Count | Frequency (%) | |
| 0 | 8995 | 99.9% | |
| 1 | 11 | 0.1% |
Backing Unsafely
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 285 |
| Value | Count | Frequency (%) | |
| 0 | 8721 | 96.8% | |
| 1 | 285 | 3.2% |
Brakes Defective
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 41 |
| Value | Count | Frequency (%) | |
| 0 | 8965 | 99.5% | |
| 1 | 41 | 0.5% |
Cell Phone (Hand-Held)
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 5 |
| Value | Count | Frequency (%) | |
| 0 | 9001 | 99.9% | |
| 1 | 5 | 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 6629 | 73.6% | |
| 1 | 2377 | 26.4% |
Driver Inexperience
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 195 |
| Value | Count | Frequency (%) | |
| 0 | 8811 | 97.8% | |
| 1 | 195 | 2.2% |
Driverless/Runaway Vehicle
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 10 |
| Value | Count | Frequency (%) | |
| 0 | 8996 | 99.9% | |
| 1 | 10 | 0.1% |
Drugs (Illegal)
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 10 |
| Value | Count | Frequency (%) | |
| 0 | 8996 | 99.9% | |
| 1 | 10 | 0.1% |
Failure To Keep Right
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 10 |
| Value | Count | Frequency (%) | |
| 0 | 8996 | 99.9% | |
| 1 | 10 | 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 639 |
| Value | Count | Frequency (%) | |
| 0 | 8367 | 92.9% | |
| 1 | 639 | 7.1% |
Fatigued/Drowsy
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 10 |
| Value | Count | Frequency (%) | |
| 0 | 8996 | 99.9% | |
| 1 | 10 | 0.1% |
Fell Asleep
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 26 |
| Value | Count | Frequency (%) | |
| 0 | 8980 | 99.7% | |
| 1 | 26 | 0.3% |
Following Too Closely
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 548 |
| Value | Count | Frequency (%) | |
| 0 | 8458 | 93.9% | |
| 1 | 548 | 6.1% |
Glare
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 13 |
| Value | Count | Frequency (%) | |
| 0 | 8993 | 99.9% | |
| 1 | 13 | 0.1% |
Headlights Defective
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 2 |
| Value | Count | Frequency (%) | |
| 0 | 9004 | > 99.9% | |
| 1 | 2 | < 0.1% |
Illnes
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 11 |
| Value | Count | Frequency (%) | |
| 0 | 8995 | 99.9% | |
| 1 | 11 | 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 4 |
| Value | Count | Frequency (%) | |
| 0 | 9002 | > 99.9% | |
| 1 | 4 | < 0.1% |
Lost Consciousness
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 15 |
| Value | Count | Frequency (%) | |
| 0 | 8991 | 99.8% | |
| 1 | 15 | 0.2% |
Obstruction/Debris
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 28 |
| Value | Count | Frequency (%) | |
| 0 | 8978 | 99.7% | |
| 1 | 28 | 0.3% |
Other Electronic Device
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 9005 | > 99.9% | |
| 1 | 1 | < 0.1% |
Other Lighting Defects
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 9005 | > 99.9% | |
| 1 | 1 | < 0.1% |
Other Vehicular
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 302 |
| Value | Count | Frequency (%) | |
| 0 | 8704 | 96.6% | |
| 1 | 302 | 3.4% |
Outside Car Distraction
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 21 |
| Value | Count | Frequency (%) | |
| 0 | 8985 | 99.8% | |
| 1 | 21 | 0.2% |
Oversized Vehicle
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 48 |
| Value | Count | Frequency (%) | |
| 0 | 8958 | 99.5% | |
| 1 | 48 | 0.5% |
Passenger Distraction
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 21 |
| Value | Count | Frequency (%) | |
| 0 | 8985 | 99.8% | |
| 1 | 21 | 0.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 339 |
| Value | Count | Frequency (%) | |
| 0 | 8667 | 96.2% | |
| 1 | 339 | 3.8% |
Passing Too Closely
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 354 |
| Value | Count | Frequency (%) | |
| 0 | 8652 | 96.1% | |
| 1 | 354 | 3.9% |
Pavement Defective
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 14 |
| Value | Count | Frequency (%) | |
| 0 | 8992 | 99.8% | |
| 1 | 14 | 0.2% |
Pavement Slippery
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 93 |
| Value | Count | Frequency (%) | |
| 0 | 8913 | 99.0% | |
| 1 | 93 | 1.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 85 |
| Value | Count | Frequency (%) | |
| 0 | 8921 | 99.1% | |
| 1 | 85 | 0.9% |
Physical Disability
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 6 |
| Value | Count | Frequency (%) | |
| 0 | 9000 | 99.9% | |
| 1 | 6 | 0.1% |
Prescription Medication
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 9005 | > 99.9% | |
| 1 | 1 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 144 |
| Value | Count | Frequency (%) | |
| 0 | 8862 | 98.4% | |
| 1 | 144 | 1.6% |
Shoulders Defective/Improper
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 2 |
| Value | Count | Frequency (%) | |
| 0 | 9004 | > 99.9% | |
| 1 | 2 | < 0.1% |
Steering Failure
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 25 |
| Value | Count | Frequency (%) | |
| 0 | 8981 | 99.7% | |
| 1 | 25 | 0.3% |
Tinted Windows
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 2 |
| Value | Count | Frequency (%) | |
| 0 | 9004 | > 99.9% | |
| 1 | 2 | < 0.1% |
Tire Failure/Inadequate
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 21 |
| Value | Count | Frequency (%) | |
| 0 | 8985 | 99.8% | |
| 1 | 21 | 0.2% |
Tow Hitch Defective
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 9005 | > 99.9% | |
| 1 | 1 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 9005 | > 99.9% | |
| 1 | 1 | < 0.1% |
Traffic Control Disregarded
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 257 |
| Value | Count | Frequency (%) | |
| 0 | 8749 | 97.1% | |
| 1 | 257 | 2.9% |
Turning Improperly
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 190 |
| Value | Count | Frequency (%) | |
| 0 | 8816 | 97.9% | |
| 1 | 190 | 2.1% |
Unsafe Lane Changing
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 177 |
| Value | Count | Frequency (%) | |
| 0 | 8829 | 98.0% | |
| 1 | 177 | 2.0% |
Unsafe Speed
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 342 |
| Value | Count | Frequency (%) | |
| 0 | 8664 | 96.2% | |
| 1 | 342 | 3.8% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 9005 | > 99.9% | |
| 1 | 1 | < 0.1% |
Vehicle Vandalism
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 9005 | > 99.9% | |
| 1 | 1 | < 0.1% |
View Obstructed/Limited
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 89 |
| Value | Count | Frequency (%) | |
| 0 | 8917 | 99.0% | |
| 1 | 89 | 1.0% |
Bike
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 466 |
| Value | Count | Frequency (%) | |
| 0 | 8540 | 94.8% | |
| 1 | 466 | 5.2% |
Box Truck
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 325 |
| Value | Count | Frequency (%) | |
| 0 | 8681 | 96.4% | |
| 1 | 325 | 3.6% |
Bus
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 223 |
| Value | Count | Frequency (%) | |
| 0 | 8783 | 97.5% | |
| 1 | 223 | 2.5% |
E-Bike
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 123 |
| Value | Count | Frequency (%) | |
| 0 | 8883 | 98.6% | |
| 1 | 123 | 1.4% |
E-Scooter
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 130 |
| Value | Count | Frequency (%) | |
| 0 | 8876 | 98.6% | |
| 1 | 130 | 1.4% |
Motorcycle
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 127 |
| Value | Count | Frequency (%) | |
| 0 | 8879 | 98.6% | |
| 1 | 127 | 1.4% |
Other
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 579 |
| Value | Count | Frequency (%) | |
| 0 | 8427 | 93.6% | |
| 1 | 579 | 6.4% |
Pick-Up Truck
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 340 |
| Value | Count | Frequency (%) | |
| 0 | 8666 | 96.2% | |
| 1 | 340 | 3.8% |
Sedan
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 5697 | 63.3% | |
| 0 | 3309 | 36.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 4797 | 53.3% | |
| 1 | 4209 | 46.7% |
Taxi
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 364 |
| Value | Count | Frequency (%) | |
| 0 | 8642 | 96.0% | |
| 1 | 364 | 4.0% |
Tractor Truck Diesel
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 151 |
| Value | Count | Frequency (%) | |
| 0 | 8855 | 98.3% | |
| 1 | 151 | 1.7% |
Van
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 KiB |
| 0 | |
|---|---|
| 1 | 119 |
| Value | Count | Frequency (%) | |
| 0 | 8887 | 98.7% | |
| 1 | 119 | 1.3% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| zip_code | latitude | longitude | on_street_name | off_street_name | year | month | day | day_of_week | week | hour | minute | Bronx | Brooklyn | Manhattan | Queens | Staten Island | Accelerator Defective | Aggressive Driving/Road Rage | Alcohol Involvement | Animals Action | Backing Unsafely | Brakes Defective | Cell Phone (Hand-Held) | Driver Inattention/Distraction | Driver Inexperience | Driverless/Runaway Vehicle | Drugs (Illegal) | Failure To Keep Right | Failure To Yield Right-Of-Way | Fatigued/Drowsy | Fell Asleep | Following Too Closely | Glare | Headlights Defective | Illnes | Lane Marking Improper/Inadequate | Lost Consciousness | Obstruction/Debris | Other Electronic Device | Other Lighting Defects | Other Vehicular | Outside Car Distraction | Oversized Vehicle | Passenger Distraction | Passing Or Lane Usage Improper | Passing Too Closely | Pavement Defective | Pavement Slippery | Pedestrian/Bicyclist/Other Pedestrian Error/Confusion | Physical Disability | Prescription Medication | Reaction To Uninvolved Vehicle | Shoulders Defective/Improper | Steering Failure | Tinted Windows | Tire Failure/Inadequate | Tow Hitch Defective | Traffic Control Device Improper/Non-Working | Traffic Control Disregarded | Turning Improperly | Unsafe Lane Changing | Unsafe Speed | Using On Board Navigation Device | Vehicle Vandalism | View Obstructed/Limited | Bike | Box Truck | Bus | E-Bike | E-Scooter | Motorcycle | Other | Pick-Up Truck | Sedan | Station Wagon/Sport Utility Vehicle | Taxi | Tractor Truck Diesel | Van | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -1 | 40.798504 | -73.967125 | West 103 Street | Unknown | 2020 | 12 | 3 | 3 | 49 | 13 | 37 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1 | -1 | 40.731167 | -73.709940 | 256 Street | 87 Avenue | 2020 | 12 | 2 | 2 | 49 | 19 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 2 | 11375 | 40.735550 | -73.850970 | 62-60 108 Street | Unknown | 2020 | 11 | 30 | 30 | 49 | 9 | 40 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 3 | -1 | 40.701527 | -73.989570 | Brooklyn Queens Expressway | Unknown | 2020 | 11 | 29 | 29 | 48 | 5 | 45 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 4 | -1 | 40.700108 | -73.953830 | Wallabout Street | Unknown | 2020 | 11 | 26 | 26 | 48 | 23 | 30 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 5 | 11215 | 40.668293 | -73.979240 | 6 Street | Unknown | 2020 | 11 | 23 | 23 | 48 | 11 | 28 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 6 | -1 | 40.624640 | -74.141670 | Forest Avenue | Decker Avenue | 2020 | 11 | 22 | 22 | 47 | 20 | 10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 7 | -1 | 40.677483 | -73.930330 | Utica Avenue | Unknown | 2020 | 11 | 20 | 20 | 47 | 12 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 8 | 10010 | 40.736706 | -73.978220 | East 23 Street | Unknown | 2020 | 11 | 18 | 18 | 47 | 11 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 9 | -1 | 40.608757 | -74.038086 | Verrazano Bridge Lower | Unknown | 2017 | 1 | 17 | 17 | 3 | 3 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
Last rows
| zip_code | latitude | longitude | on_street_name | off_street_name | year | month | day | day_of_week | week | hour | minute | Bronx | Brooklyn | Manhattan | Queens | Staten Island | Accelerator Defective | Aggressive Driving/Road Rage | Alcohol Involvement | Animals Action | Backing Unsafely | Brakes Defective | Cell Phone (Hand-Held) | Driver Inattention/Distraction | Driver Inexperience | Driverless/Runaway Vehicle | Drugs (Illegal) | Failure To Keep Right | Failure To Yield Right-Of-Way | Fatigued/Drowsy | Fell Asleep | Following Too Closely | Glare | Headlights Defective | Illnes | Lane Marking Improper/Inadequate | Lost Consciousness | Obstruction/Debris | Other Electronic Device | Other Lighting Defects | Other Vehicular | Outside Car Distraction | Oversized Vehicle | Passenger Distraction | Passing Or Lane Usage Improper | Passing Too Closely | Pavement Defective | Pavement Slippery | Pedestrian/Bicyclist/Other Pedestrian Error/Confusion | Physical Disability | Prescription Medication | Reaction To Uninvolved Vehicle | Shoulders Defective/Improper | Steering Failure | Tinted Windows | Tire Failure/Inadequate | Tow Hitch Defective | Traffic Control Device Improper/Non-Working | Traffic Control Disregarded | Turning Improperly | Unsafe Lane Changing | Unsafe Speed | Using On Board Navigation Device | Vehicle Vandalism | View Obstructed/Limited | Bike | Box Truck | Bus | E-Bike | E-Scooter | Motorcycle | Other | Pick-Up Truck | Sedan | Station Wagon/Sport Utility Vehicle | Taxi | Tractor Truck Diesel | Van | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8996 | 11434 | 40.656160 | -73.76736 | Rockaway Boulevard | Brewer Boulevard | 2020 | 11 | 2 | 2 | 45 | 12 | 20 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 8997 | 10468 | 40.860850 | -73.90545 | Aqueduct Avenue | Unknown | 2020 | 11 | 4 | 4 | 45 | 18 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 8998 | 11433 | 40.704388 | -73.77917 | 180 Street | 105 Avenue | 2020 | 11 | 12 | 12 | 46 | 18 | 20 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 |
| 8999 | 10031 | 40.829020 | -73.94485 | Amsterdam Avenue | West 151 Street | 2020 | 11 | 18 | 18 | 47 | 7 | 30 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 9000 | 11217 | 40.686500 | -73.98787 | Hoyt Street | Dean Street | 2020 | 11 | 13 | 13 | 46 | 21 | 43 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 9001 | -1 | 40.658535 | -73.97328 | West Drive | Center Drive | 2020 | 11 | 4 | 4 | 45 | 12 | 10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 9002 | 11691 | 40.598297 | -73.74828 | 14-05 New Haven Avenue | Unknown | 2020 | 11 | 18 | 18 | 47 | 9 | 15 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 9003 | 11218 | 40.640415 | -73.98593 | 39 Street | Unknown | 2020 | 11 | 4 | 4 | 45 | 11 | 24 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 9004 | 11427 | 40.735300 | -73.73681 | 82-25 234 Street | Unknown | 2020 | 11 | 13 | 13 | 46 | 12 | 5 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 |
| 9005 | 11368 | 40.750225 | -73.85515 | 111 Street | 42 Avenue | 2020 | 11 | 3 | 3 | 45 | 8 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
Most frequent
| zip_code | latitude | longitude | on_street_name | off_street_name | year | month | day | day_of_week | week | hour | minute | Bronx | Brooklyn | Manhattan | Queens | Staten Island | Accelerator Defective | Aggressive Driving/Road Rage | Alcohol Involvement | Animals Action | Backing Unsafely | Brakes Defective | Cell Phone (Hand-Held) | Driver Inattention/Distraction | Driver Inexperience | Driverless/Runaway Vehicle | Drugs (Illegal) | Failure To Keep Right | Failure To Yield Right-Of-Way | Fatigued/Drowsy | Fell Asleep | Following Too Closely | Glare | Headlights Defective | Illnes | Lane Marking Improper/Inadequate | Lost Consciousness | Obstruction/Debris | Other Electronic Device | Other Lighting Defects | Other Vehicular | Outside Car Distraction | Oversized Vehicle | Passenger Distraction | Passing Or Lane Usage Improper | Passing Too Closely | Pavement Defective | Pavement Slippery | Pedestrian/Bicyclist/Other Pedestrian Error/Confusion | Physical Disability | Prescription Medication | Reaction To Uninvolved Vehicle | Shoulders Defective/Improper | Steering Failure | Tinted Windows | Tire Failure/Inadequate | Tow Hitch Defective | Traffic Control Device Improper/Non-Working | Traffic Control Disregarded | Turning Improperly | Unsafe Lane Changing | Unsafe Speed | Using On Board Navigation Device | Vehicle Vandalism | View Obstructed/Limited | Bike | Box Truck | Bus | E-Bike | E-Scooter | Motorcycle | Other | Pick-Up Truck | Sedan | Station Wagon/Sport Utility Vehicle | Taxi | Tractor Truck Diesel | Van | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 11201 | 40.694794 | -73.982796 | Johnson Street | Unknown | 2020 | 11 | 21 | 21 | 47 | 9 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 2 |
| 1 | 11205 | 40.698020 | -73.974990 | Flushing Avenue | Unknown | 2020 | 11 | 5 | 5 | 45 | 16 | 30 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 2 |